2018
Recurrent Neural Networks in Mobile Sampling and Intervention
Koppe G, Guloksuz S, Reininghaus U, Durstewitz D. Recurrent Neural Networks in Mobile Sampling and Intervention. Schizophrenia Bulletin 2018, 45: 272-276. PMID: 30496527, PMCID: PMC6403085, DOI: 10.1093/schbul/sby171.Peer-Reviewed Original ResearchMeSH KeywordsEcological Momentary AssessmentHumansMachine LearningNeural Networks, ComputerPsychotic DisordersTelemedicineConceptsRecurrent neural networkEcological momentary interventionsEveryday life contextPsychological processesMomentary interventionsData modalitiesDifferent data modalitiesSocial outcomesSocioenvironmental factorsFuture researchMultiple data modalitiesNeural networkTreatment of psychosisOnline feedbackIndividual trajectoriesPsychosisDaily lifeContext-specific interventionsInterventionEmotionsCognitionExperienceStatistical machineContextFitness trackers
2017
The experience sampling method as an mHealth tool to support self‐monitoring, self‐insight, and personalized health care in clinical practice
van Os J, Verhagen S, Marsman A, Peeters F, Bak M, Marcelis M, Drukker M, Reininghaus U, Jacobs N, Lataster T, Simons C, Investigators E, Lousberg R, Gülöksüz S, Leue C, Groot P, Viechtbauer W, Delespaul P. The experience sampling method as an mHealth tool to support self‐monitoring, self‐insight, and personalized health care in clinical practice. Depression And Anxiety 2017, 34: 481-493. PMID: 28544391, DOI: 10.1002/da.22647.Peer-Reviewed Original ResearchMeSH KeywordsEcological Momentary AssessmentHumansMental DisordersMobile ApplicationsPrecision MedicineTelemedicineConceptsExperience sampling methodClinical practiceTrial of MindfulnessESM data collectionPersonalized trajectoriesEmotion dynamicsCognitive abilitiesRoutine clinical practiceDifferent patient groupsNatural rewardsRoutine outcome measurementDaily lifeBlended careMix of faceImplicit patternsMental healthSmartphone usePatient groupOffice treatmentTwin studiesOutcome measurementsProcess of diagnosisMHealth toolsTreatment evaluationDecision making